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Engineering notes on memory for AI agents
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Bi-temporal memory for AI agents: what was true, and when
Your agent quotes a fact that stopped being true. Bi-temporal memory gives every fact two clocks, when it was true and when the agent learned it. How it works and what it costs, with code.
Does a memory layer still beat naive context? An equal-budget test
At the same token budget, does a curated memory block beat just sending the most recent messages? The method of a June 2026 test, explained slowly. Its numbers are withdrawn: the method had two defects.
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Bi-temporal memory for AI agents: what was true, and when
Your agent quotes a fact that stopped being true. Bi-temporal memory gives every fact two clocks, when it was true and when the agent learned it. How it works and what it costs, with code.
Does a memory layer still beat naive context? An equal-budget test
At the same token budget, does a curated memory block beat just sending the most recent messages? The method of a June 2026 test, explained slowly. Its numbers are withdrawn: the method had two defects.
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